Hugging Face's logo

qualcomm
/
Swin-Small

Image Classification
PyTorch
LiteRT
backbone
bu_auto
android
Model card Files
xet
Community
qaihm-bot commited on
Commit
a53a363
·
verified ·
1 Parent(s): 15fc623

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +31 -31
README.md CHANGED
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 20.271 ms | 0 - 30 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
39
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 18.301 ms | 1 - 3 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
40
- | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 23.637 ms | 0 - 255 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
41
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 14.047 ms | 0 - 263 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
42
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 12.377 ms | 1 - 21 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
43
- | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 16.125 ms | 1 - 139 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
44
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 13.12 ms | 0 - 261 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
45
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 12.375 ms | 1 - 243 MB | FP16 | NPU | Use Export Script |
46
- | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 13.637 ms | 1 - 130 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
47
- | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 188.013 ms | 0 - 262 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
48
- | Swin-Small | SA7255P ADP | SA7255P | QNN | 179.572 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
49
- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 20.325 ms | 0 - 27 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
50
- | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 18.208 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
- | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 27.62 ms | 0 - 254 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
52
- | Swin-Small | SA8295P ADP | SA8295P | QNN | 25.294 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
53
- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 20.351 ms | 0 - 27 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
54
- | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 18.275 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
55
- | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 27.239 ms | 0 - 261 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
56
- | Swin-Small | SA8775P ADP | SA8775P | QNN | 24.576 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
57
- | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 188.013 ms | 0 - 262 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
58
- | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 179.572 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
59
- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 20.215 ms | 0 - 28 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
60
- | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 18.212 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
- | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 27.239 ms | 0 - 261 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
62
- | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 24.576 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
63
- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 24.873 ms | 0 - 262 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
64
- | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 24.092 ms | 1 - 248 MB | FP16 | NPU | Use Export Script |
65
- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.984 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
- | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.686 ms | 100 - 100 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
67
 
68
 
69
 
@@ -127,8 +127,8 @@ Profiling Results
127
  Swin-Small
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
- Estimated inference time (ms) : 20.3
131
- Estimated peak memory usage (MB): [0, 30]
132
  Total # Ops : 1563
133
  Compute Unit(s) : NPU (1563 ops)
134
  ```
 
35
 
36
  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 18.456 ms | 0 - 28 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
39
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 17.571 ms | 1 - 3 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
40
+ | Swin-Small | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 22.909 ms | 0 - 224 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
41
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 12.432 ms | 0 - 264 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
42
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 11.668 ms | 1 - 21 MB | FP16 | NPU | [Swin-Small.so](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.so) |
43
+ | Swin-Small | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 15.733 ms | 1 - 138 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
44
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 11.84 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
45
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 9.888 ms | 0 - 242 MB | FP16 | NPU | Use Export Script |
46
+ | Swin-Small | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 15.628 ms | 1 - 131 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
47
+ | Swin-Small | SA7255P ADP | SA7255P | TFLITE | 182.446 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
48
+ | Swin-Small | SA7255P ADP | SA7255P | QNN | 178.028 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
49
+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 18.584 ms | 0 - 26 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
50
+ | Swin-Small | SA8255 (Proxy) | SA8255P Proxy | QNN | 17.54 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
51
+ | Swin-Small | SA8295P ADP | SA8295P | TFLITE | 25.368 ms | 0 - 251 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
52
+ | Swin-Small | SA8295P ADP | SA8295P | QNN | 24.511 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
53
+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 18.47 ms | 0 - 26 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
54
+ | Swin-Small | SA8650 (Proxy) | SA8650P Proxy | QNN | 17.632 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
55
+ | Swin-Small | SA8775P ADP | SA8775P | TFLITE | 25.014 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
56
+ | Swin-Small | SA8775P ADP | SA8775P | QNN | 23.768 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
57
+ | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 182.446 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
58
+ | Swin-Small | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 178.028 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
59
+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 18.486 ms | 0 - 28 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
60
+ | Swin-Small | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 17.551 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
61
+ | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 25.014 ms | 0 - 258 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
62
+ | Swin-Small | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 23.768 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
63
+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 22.846 ms | 0 - 262 MB | FP16 | NPU | [Swin-Small.tflite](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.tflite) |
64
+ | Swin-Small | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 23.229 ms | 1 - 246 MB | FP16 | NPU | Use Export Script |
65
+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 18.24 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
66
+ | Swin-Small | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 24.072 ms | 100 - 100 MB | FP16 | NPU | [Swin-Small.onnx](https://huggingface.co/qualcomm/Swin-Small/blob/main/Swin-Small.onnx) |
67
 
68
 
69
 
 
127
  Swin-Small
128
  Device : Samsung Galaxy S23 (13)
129
  Runtime : TFLITE
130
+ Estimated inference time (ms) : 18.5
131
+ Estimated peak memory usage (MB): [0, 28]
132
  Total # Ops : 1563
133
  Compute Unit(s) : NPU (1563 ops)
134
  ```